Certified Long-Horizon Code Agent Evolution via Validation-Gated Skill Optimization.

arXiv:2609.32990v1 Announce Type: new Abstract: Long horizon agent self-evolution without model weight updates is essential for enabling deployed agents to accumulate reusable skills and improve over time. Prior self-evolution work has focused primarily on sho